{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入必要的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "# 刻度大小\n",
    "plt.rcParams['axes.labelsize']=16\n",
    "# 线的粗细\n",
    "plt.rcParams['lines.linewidth']=2\n",
    "# x轴标签大小\n",
    "plt.rcParams['xtick.labelsize']=14\n",
    "# y轴标签大小\n",
    "plt.rcParams['ytick.labelsize']=14\n",
    "#图例大小\n",
    "plt.rcParams['legend.fontsize']=14\n",
    "# 图大小\n",
    "plt.rcParams['figure.figsize']=[12,8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成-5~5 的10个数 array([-5, -4, -3, -2, -1,  0,  1,  2,  3,  4])\n",
    "x = np.arange(-5,5)\n",
    "y = [10,13,5,40,30,60,70,12,55,25] \n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 绘图，设置(label)图例名字为'第一条线'，显示图例plt.legend()\n",
    "plt.plot(x,y,label='第一条线')\n",
    "\n",
    "# x轴标签\n",
    "plt.xlabel('横坐标')\n",
    "# y轴标签\n",
    "plt.ylabel('纵坐标')\n",
    "\n",
    "# 可视化图标题\n",
    "plt.title('这是一个折线图')\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图例\n",
    "\n",
    "在 plot 的时候指定 label，然后调用 legend 方法可以绘制图例。例如：plt.legend()\n",
    "\n",
    "legend 方法可接受一个 loc 关键字参数来设定图例的位置，可取值为数字或字符串：<br>\n",
    "+ 0: 'best' (自适应方式)\n",
    "+ 1: 'upper right'\n",
    "+ 2: 'upper left'\n",
    "+ 3: 'lower left'\n",
    "+ 4: 'lower right'\n",
    "+ 5: 'right'\n",
    "+ 6: 'center left'\n",
    "+ 7: 'center right'\n",
    "+ 8: 'lower center'\n",
    "+ 9: 'upper center'\n",
    "+ 10: 'center'\n",
    "\n",
    "loc 设置显示的位置，0是自适应  \n",
    "ncol 设置显示的列数  \n",
    "plt.legend(loc = 0, ncol = 2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成-5~5 的10个数 array([-5, -4, -3, -2, -1,  0,  1,  2,  3,  4])\n",
    "x=np.arange(-5,5)\n",
    "y=[10,13,5,40,30,60,70,12,55,25] \n",
    "\n",
    "# 正常显示中文字体\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "# 绘图，设置(label)图例名字为'第一条线'，显示图例plt.legend()\n",
    "plt.plot(x,y,label='第一条线')\n",
    "\n",
    "# x轴标签\n",
    "plt.xlabel('横坐标')\n",
    "# y轴标签\n",
    "plt.ylabel('纵坐标')\n",
    "\n",
    "# 修改x坐标刻度让它显示为array([-5, -4, -3, -2, -1,  0,  1,  2,  3,  4])\n",
    "plt.xticks(x)\n",
    "\n",
    "# 可视化图标题\n",
    "plt.title('这是一个折线图')\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 画多条折线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 第一组数据\n",
    "x1=np.arange(0,10) \n",
    "y1=[10,13,5,40,30,60,70,12,55,25] \n",
    "\n",
    "# 第二组数据\n",
    "x2=np.arange(0,10) \n",
    "y2=[25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "# 第n组数据,有多少组数据，就可以画多条折线\n",
    "# x = np.arange(0,10) \n",
    "# y = [25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "\n",
    "# 画第一条折线\n",
    "plt.plot(x1,y1,label='第一条线')\n",
    "\n",
    "# 画第二条折线\n",
    "plt.plot(x2,y2,label='第二条线')\n",
    "\n",
    "# 画第n条折线\n",
    "# plt.plot(x,y,label='第n条线')\n",
    "\n",
    "# x轴标签\n",
    "plt.xlabel('横坐标')\n",
    "# y轴标签\n",
    "plt.ylabel('纵坐标')\n",
    "\n",
    "# 可视化图标题\n",
    "plt.title('这是多条数据折线图')\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 第一组数据\n",
    "x1=np.arange(0,10) \n",
    "y1=[10,13,5,40,30,60,70,12,55,25] \n",
    "\n",
    "# 第二组数据\n",
    "x2=np.arange(0,10) \n",
    "y2=[25,2,12,30,20,40,50,30,40,15]\n",
    "\n",
    "plt.plot(x1,y1,label='第一条线',color='r',linewidth=3,marker='o',mfc='w',markersize=12,mfcalt='b') \n",
    "plt.plot(x2,y2,label='第二条线',linewidth=2)\n",
    "\n",
    "\n",
    "# x轴标签\n",
    "plt.xlabel('横坐标')\n",
    "# y轴标签\n",
    "plt.ylabel('纵坐标')\n",
    "\n",
    "# 可视化图标题\n",
    "plt.title('这是多条数据折线图')\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 线的样式\n",
    "\n",
    "#### （1）颜色\n",
    "\n",
    "plot 方法的关键字参数 color(或c) 用来设置线的颜色。可取值为：\n",
    "\n",
    "* 颜色名称或简写\n",
    ">* 'b'    blue(蓝色)  \n",
    ">* 'g'    green(绿色)  \n",
    ">* 'r'    red(红色)  \n",
    ">* 'c'    cyan(青色)  \n",
    ">* 'm'    magenta(品红)  \n",
    ">* 'y'    yellow(黄色)  \n",
    ">* 'k'    black(黑色)  \n",
    ">* 'w'    white(白色)  \n",
    ">* rgb\n",
    "* (r, g, b) 或 (r, g, b, a)，其中 r g b a 取均为[0, 1]之间\n",
    "* [0, 1]之间的浮点数的字符串形式，表示灰度值。0表示黑色，1表示白色\n",
    "\n",
    "#### （2）样式\n",
    "\n",
    "plot 方法的关键字参数 linestyle(或ls) 用来设置线的样式。可取值为：\n",
    "\n",
    "* '-', 'solid'\n",
    "* '--', 'dashed'\n",
    "* '-.', 'dashdot'\n",
    "* ':', 'dotted'\n",
    "* '', ' ', 'None'\n",
    "#### （3）粗细\n",
    "\n",
    "设置 plot 方法的关键字参数 linewidth(或lw) 可以改变线的粗细，其值为浮点数。\n",
    "\n",
    "### marker\n",
    "\n",
    "以下关键字参数可以用来设置marker的样式：\n",
    "\n",
    "* marker 标记类型\n",
    "* markeredgecolor 或 mec 标记边界颜色\n",
    "* markeredgewidth 或 mew 标记宽度\n",
    "* markerfacecolor 或 mfc 标记填充色\n",
    "* markersize 或 ms 标记大小\n",
    "\n",
    "#### 其中 marker 可取值为：\n",
    "\n",
    "* '-'      实线  \n",
    "* '--'    虚线  \n",
    "* '-.'    点与线  \n",
    "* ':'     点  \n",
    "* '.'     点标记  \n",
    "* ','    像素标记  \n",
    "* 'o'    圆圈标记  \n",
    "* 'v'    倒三角标记  \n",
    "* '^'    正三角标记  \n",
    "* '<'    左三角标记  \n",
    "* '>'    右三角标记  \n",
    "* '1'     向下Y标记  \n",
    "* '2'    向上Y标记  \n",
    "* '3'    向左Y标记  \n",
    "* '4'    向右Y标记  \n",
    "* 's'    正方形标记  \n",
    "* 'p'    五角星标记  \n",
    "* '*'     *标记  \n",
    "* 'h'    六边形1 标记  \n",
    "* 'H'    六边形2 标记  \n",
    "* '+'    +标记  \n",
    "* 'x'    x标记  \n",
    "* 'D'    钻石标记  \n",
    "* 'd'    薄砖石标记  \n",
    "* '|'    垂直线标记  \n",
    "* '_'    水平线标记  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 第一组数据\n",
    "x1=np.arange(0,10) \n",
    "y1=[10,13,5,40,30,60,70,12,55,25] \n",
    "\n",
    "\n",
    "# 画一条红色的折线\n",
    "plt.plot(x1,y1,label='第一条线',color='r') \n",
    "\n",
    "# plot 方法的关键字参数 color(或c) 用来设置线的颜色。可取值为：\n",
    "# 'b' blue(蓝色)\n",
    "# 'g' green(绿色)\n",
    "# 'r' red(红色)\n",
    "# 'c' cyan(青色)\n",
    "# 'm' magenta(品红)\n",
    "# 'y' yellow(黄色)\n",
    "# 'k' black(黑色)\n",
    "# 'w' white(白色)\n",
    "# rgb\n",
    "\n",
    "\n",
    "\n",
    "# x轴标签\n",
    "plt.xlabel('横坐标')\n",
    "# y轴标签\n",
    "plt.ylabel('纵坐标')\n",
    "\n",
    "# 可视化图标题\n",
    "plt.title('这是折线图')\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 第一组数据\n",
    "x1=np.arange(0,10) \n",
    "y1=[10,13,5,40,30,60,70,12,55,25] \n",
    "\n",
    "\n",
    "# 画一条折线\n",
    "plt.plot(x1,y1,label='第一条线',marker='p',mfc='orange',ms=20,alpha=0.7,mec='c') \n",
    "\n",
    "# marker='p' 标记为五边形\n",
    "# mfc='orange'  标记为黄色\n",
    "# ms=20 标记大小为20\n",
    "# mec='c' 标记边框颜色为 'c' cyan(青色)\n",
    "# alpha=0.7 透明度为0.7\n",
    "\n",
    "\n",
    "# x轴标签\n",
    "plt.xlabel('横坐标')\n",
    "# y轴标签\n",
    "plt.ylabel('纵坐标')\n",
    "\n",
    "# 可视化图标题\n",
    "plt.title('这是折线图')\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图形\n",
    "plt.show() "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
